Multi-hop Question Answering on MuSiQue Full (test)
25.2EMRelink
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RelinkMethod Type=Proposed, Backbone LLM=deepseek-v3-03242026.01 | 25.2 | 37 | |
| HippoRAGMethod Type=Hybrid, Backbone LLM=deepseek-v3-03242026.01 | 19 | 29.8 | |
| RAPTORMethod Type=Text-based, Backbone LLM=deepseek-v3-03242026.01 | 18.8 | 28.6 | |
| GraphRAGMethod Type=Hybrid, Backbone LLM=deepseek-v3-03242026.01 | 13.8 | 20.6 | |
| GPT-4oMethod Type=LLM only, Backbone LLM=gpt-4o-2024-07-062026.01 | 10.6 | 21.4 | |
| LightRAGMethod Type=Hybrid, Backbone LLM=deepseek-v3-03242026.01 | 10.4 | 17.1 | |
| G-RetrieverMethod Type=Graph-based, Backbone LLM=deepseek-v3-03242026.01 | 9.2 | 16.9 | |
| Vanilla RAGMethod Type=Text-based, Backbone LLM=deepseek-v3-03242026.01 | 8 | 14.5 | |
| Deepseek-v3Method Type=LLM only, Backbone LLM=deepseek-v3-03242026.01 | 7.8 | 16.4 | |
| ToGMethod Type=Graph-based, Backbone LLM=deepseek-v3-03242026.01 | 5.3 | 7 |